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14th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'02)
A Tool for Belief Updating over Time in Bayesian Networks
Washington, DC
November 04-November 06
ISBN: 0-7695-1849-4
ASCII Text
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Jie Yang, Chilukuri K. Mohan, Kishan G. Mehrotra, Pramod K. Varshney, "A Tool for Belief Updating over Time in Bayesian Networks," Tools with Artificial Intelligence, IEEE International Conference on, pp. 284, 14th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'02), 2002.
 
 
BibTex
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@article{ 10.1109/TAI.2002.1180816,
author = {Jie Yang and Chilukuri K. Mohan and Kishan G. Mehrotra and Pramod K. Varshney},
title = {A Tool for Belief Updating over Time in Bayesian Networks},
journal ={Tools with Artificial Intelligence, IEEE International Conference on},
volume = {0},
year = {2002},
issn = {1082-3409},
pages = {284},
doi = {http://doi.ieeecomputersociety.org/10.1109/TAI.2002.1180816},
publisher = {IEEE Computer Society},
address = {Los Alamitos, CA, USA},
}
 
 
RefWorks Procite/RefMan/Endnote
x 
 
TY - CONF
JO - Tools with Artificial Intelligence, IEEE International Conference on
TI - A Tool for Belief Updating over Time in Bayesian Networks
SN - 1082-3409
SP
EP
A1 - Jie Yang,
A1 - Chilukuri K. Mohan,
A1 - Kishan G. Mehrotra,
A1 - Pramod K. Varshney,
PY - 2002
KW - null
VL - 0
JA - Tools with Artificial Intelligence, IEEE International Conference on
ER -
 
Jie Yang, Syracuse University
Chilukuri K. Mohan, Syracuse University
Kishan G. Mehrotra, Syracuse University
Pramod K. Varshney, Syracuse University
We have developed a tool that facilitates dynamically updating beliefs with time. This tool addresses directed probabilistic inference networks that may contain cycles, and takes into account the time delays associated with observations and decisions. Relevance of different observers may decay at different rates in the same application, and the belief in a hypothesis decays towards the associated prior probability. Simple models with few parameters have been implemented, with a user interface that facilitates changes to the structure and parameters of the graphical model, and associated conditional probabilities.
Citation:
Jie Yang, Chilukuri K. Mohan, Kishan G. Mehrotra, Pramod K. Varshney, "A Tool for Belief Updating over Time in Bayesian Networks," ictai, pp.284, 14th IEEE International Conference on Tools with Artificial Intelligence (ICTAI'02), 2002
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